What OCR is and how AI reads invoices and documents
OCR has been around for decades, but on its own it returns a wall of text. What is new is the combination with AI models, including multimodal ones, which do not just read the characters but understand the document: this is the order number, this is the delivery date, this is the total.
This makes it possible to automate the reading of delivery notes, orders, foreign invoices and handwritten forms, with a person checking only the uncertain cases.
An example in an SMB
A transport company receives delivery documents photographed by its drivers. A system with OCR and AI reads each photo, extracts the recipient, whether a signature is present or missing, and any notes, and updates the shipment. Photos that can't be read go into a queue for the office.
The most common mistakes
- Not planning for a check on the uncertain cases: a misread number in an amount is expensive.
- Starting from very poor quality scans without improving how you collect them first.
- Assuming OCR understands structure: for tables and forms you need a model that can interpret them.
Why it matters to you
Many SMBs still have someone copying data by hand from paper documents or PDFs into their management software. It is slow work, full of typing errors. An automatic reading system does not remove the checking, but it moves it: the person verifies the exceptions instead of typing everything in.
All the AI terms explained simply are in the glossary.
Frequently asked questions
Does OCR read handwriting?
Modern systems do, and quite well if the handwriting is neat. On forms filled in by hand, it is always worth checking the results.
How do I know if it works on my documents?
Take a sample of real documents, including the poor ones, and compare the extracted data with the correct data. Count the errors field by field: a wrong amount matters more than a note that was read badly.
Read next
What human in the loop means: a person in the AI process
Human in the loop means designing a process with AI so that a person checks or approves the important steps before they take effect.
GlossaryWhat an AI agent is, and how it differs from a chatbot
A chatbot answers. An agent acts: it decides the steps, uses software and sees a task through.
GlossaryWhat is data extraction from documents (IDP)?
Data extraction from documents, also called IDP (intelligent document processing), is the use of AI to read invoices, orders, contracts or forms and pull out the fields you need, such as supplier, amounts, dates and codes, ready to load into your management system. It combines reading the text, understanding it and checking it.
Want to understand what your business really needs, without the jargon? Let's talk.
Text and graphics created with the support of AI. Method and content are AIR's.